Pandas Profiling Report

Dataset statistics

Number of variables	15
Number of observations	10000
Missing cells	0
Missing cells (%)	0.0%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	1.1 MiB
Average record size in memory	120.0 B

Variable types

Text	1
Numeric	10
Categorical	4

Alerts

`user_id` has unique values	Unique
`average_login_time` has unique values	Unique
`average_time_per_learning_session` has unique values	Unique
`recent_learning_achievement` has unique values	Unique
`abandoned_learning_sessions` has 464 (4.6%) zeros	Zeros
`customer_inquiry_history` has 1376 (13.8%) zeros	Zeros
`payment_pattern` has 1275 (12.8%) zeros	Zeros

Reproduction

Analysis started	2024-03-31 12:48:22.694373
Analysis finished	2024-03-31 12:48:39.682120
Duration	16.99 seconds
Software version	ydata-profiling vv4.7.0
Download configuration	config.json

user_id
Text

UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Length

Max length	8
Median length	8
Mean length	8
Min length	8

Characters and Unicode

Total characters	80000
Distinct characters	16
Distinct categories	2 ?
Distinct scripts	2 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	10000 ?
Unique (%)	100.0%

Sample

1st row	b919c29d
2nd row	a0a60abb
3rd row	b9f171ae
4th row	5dc0ba8b
5th row	65c83654

Value	Count	Frequency (%)
b919c29d	1	< 0.1%
9e6713d2	1	< 0.1%
26d9ebe2	1	< 0.1%
b9f171ae	1	< 0.1%
5dc0ba8b	1	< 0.1%
65c83654	1	< 0.1%
b7586b82	1	< 0.1%
682ca511	1	< 0.1%
8c948022	1	< 0.1%
0eac44aa	1	< 0.1%
Other values (9990)	9990	99.9%

Most occurring characters

Value	Count	Frequency (%)
0	5125	6.4%
2	5123	6.4%
6	5098	6.4%
9	5096	6.4%
d	5084	6.4%
a	5065	6.3%
f	5022	6.3%
7	4987	6.2%
5	4985	6.2%
3	4980	6.2%
Other values (6)	29435	36.8%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	50086	62.6%
Lowercase Letter	29914	37.4%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
0	5125	10.2%
2	5123	10.2%
6	5098	10.2%
9	5096	10.2%
7	4987	10.0%
5	4985	10.0%
3	4980	9.9%
8	4951	9.9%
4	4939	9.9%
1	4802	9.6%

Lowercase Letter

Value	Count	Frequency (%)
d	5084	17.0%
a	5065	16.9%
f	5022	16.8%
e	4965	16.6%
b	4899	16.4%
c	4879	16.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	50086	62.6%
Latin	29914	37.4%

Most frequent character per script

Common

Value	Count	Frequency (%)
0	5125	10.2%
2	5123	10.2%
6	5098	10.2%
9	5096	10.2%
7	4987	10.0%
5	4985	10.0%
3	4980	9.9%
8	4951	9.9%
4	4939	9.9%
1	4802	9.6%

Latin

Value	Count	Frequency (%)
d	5084	17.0%
a	5065	16.9%
f	5022	16.8%
e	4965	16.6%
b	4899	16.4%
c	4879	16.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	80000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
0	5125	6.4%
2	5123	6.4%
6	5098	6.4%
9	5096	6.4%
d	5084	6.4%
a	5065	6.3%
f	5022	6.3%
7	4987	6.2%
5	4985	6.2%
3	4980	6.2%
Other values (6)	29435	36.8%

subscription_duration
Real number (ℝ)

Distinct	23
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	11.8974

Minimum	1
Maximum	23
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	6
median	12
Q3	18
95-th percentile	22
Maximum	23
Range	22
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.6008962
Coefficient of variation (CV)	0.55481838
Kurtosis	-1.1984552
Mean	11.8974
Median Absolute Deviation (MAD)	6
Skewness	0.018707638
Sum	118974
Variance	43.57183
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
4	475	4.8%
6	471	4.7%
18	464	4.6%
12	461	4.6%
16	448	4.5%
10	448	4.5%
2	443	4.4%
9	440	4.4%
8	438	4.4%
13	437	4.4%
Other values (13)	5475	54.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	436	4.4%
2	443	4.4%
3	408	4.1%
4	475	4.8%
5	424	4.2%
6	471	4.7%
7	432	4.3%
8	438	4.4%
9	440	4.4%
10	448	4.5%

Value	Count	Frequency (%)
23	410	4.1%
22	414	4.1%
21	433	4.3%
20	412	4.1%
19	423	4.2%
18	464	4.6%
17	429	4.3%
16	448	4.5%
15	408	4.1%
14	418	4.2%

recent_login_time
Real number (ℝ)

Distinct	29
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	15.0132

Minimum	1
Maximum	29
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	8
median	15
Q3	22
95-th percentile	28
Maximum	29
Range	28
Interquartile range (IQR)	14

Descriptive statistics

Standard deviation	8.3625725
Coefficient of variation (CV)	0.55701466
Kurtosis	-1.1946935
Mean	15.0132
Median Absolute Deviation (MAD)	7
Skewness	-0.0067724569
Sum	150132
Variance	69.932619
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=29)

Value	Count	Frequency (%)
19	380	3.8%
27	370	3.7%
14	366	3.7%
12	365	3.6%
13	363	3.6%
6	362	3.6%
20	362	3.6%
29	359	3.6%
26	359	3.6%
5	355	3.5%
Other values (19)	6359	63.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	347	3.5%
2	350	3.5%
3	349	3.5%
4	332	3.3%
5	355	3.5%
6	362	3.6%
7	322	3.2%
8	322	3.2%
9	350	3.5%
10	335	3.4%

Value	Count	Frequency (%)
29	359	3.6%
28	313	3.1%
27	370	3.7%
26	359	3.6%
25	323	3.2%
24	328	3.3%
23	338	3.4%
22	349	3.5%
21	333	3.3%
20	362	3.6%

average_login_time
Real number (ℝ)

UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	14.994076

Minimum	2.3661894
Maximum	26.99849
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	2.3661894
5-th percentile	10.082908
Q1	13.025597
median	14.979228
Q3	16.99534
95-th percentile	19.889157
Maximum	26.99849
Range	24.632301
Interquartile range (IQR)	3.9697434

Descriptive statistics

Standard deviation	3.0018689
Coefficient of variation (CV)	0.20020365
Kurtosis	0.12637715
Mean	14.994076
Median Absolute Deviation (MAD)	1.9797721
Skewness	-0.00091709901
Sum	149940.76
Variance	9.0112167
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
14.94616267	1	< 0.1%
12.14205551	1	< 0.1%
12.96703355	1	< 0.1%
16.92823888	1	< 0.1%
16.11113579	1	< 0.1%
12.80250802	1	< 0.1%
14.33511959	1	< 0.1%
12.93596736	1	< 0.1%
18.23230944	1	< 0.1%
17.75482991	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.366189404	1	< 0.1%
3.375170044	1	< 0.1%
3.483284975	1	< 0.1%
3.636424091	1	< 0.1%
3.969999827	1	< 0.1%
4.57854295	1	< 0.1%
4.632367511	1	< 0.1%
4.72938013	1	< 0.1%
4.735407162	1	< 0.1%
4.903691067	1	< 0.1%

Value	Count	Frequency (%)
26.99849039	1	< 0.1%
26.28439609	1	< 0.1%
26.12559619	1	< 0.1%
25.81583339	1	< 0.1%
25.4085567	1	< 0.1%
25.27951372	1	< 0.1%
25.27128872	1	< 0.1%
25.10060844	1	< 0.1%
24.96267863	1	< 0.1%
24.70116761	1	< 0.1%

average_time_per_learning_session
Real number (ℝ)

UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	54.91772

Minimum	0.011514797
Maximum	503.37262
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0.011514797
5-th percentile	2.8593666
Q1	15.276611
median	37.578818
Q3	75.5842
95-th percentile	167.14456
Maximum	503.37262
Range	503.3611
Interquartile range (IQR)	60.307589

Descriptive statistics

Standard deviation	56.02431
Coefficient of variation (CV)	1.02015
Kurtosis	6.5379223
Mean	54.91772
Median Absolute Deviation (MAD)	26.307528
Skewness	2.0967309
Sum	549177.2
Variance	3138.7234
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
8.427187446	1	< 0.1%
4.434853526	1	< 0.1%
66.13575799	1	< 0.1%
47.01976854	1	< 0.1%
81.94611791	1	< 0.1%
31.08602976	1	< 0.1%
94.55224724	1	< 0.1%
30.46083964	1	< 0.1%
76.94902379	1	< 0.1%
8.395000851	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.01151479687	1	< 0.1%
0.01256244985	1	< 0.1%
0.01353515704	1	< 0.1%
0.01747294109	1	< 0.1%
0.02955498291	1	< 0.1%
0.03593061607	1	< 0.1%
0.03765683581	1	< 0.1%
0.0450142908	1	< 0.1%
0.05841939652	1	< 0.1%
0.06064034153	1	< 0.1%

Value	Count	Frequency (%)
503.3726162	1	< 0.1%
490.2334431	1	< 0.1%
470.2894984	1	< 0.1%
447.0958436	1	< 0.1%
444.3240582	1	< 0.1%
434.4525606	1	< 0.1%
431.4303375	1	< 0.1%
430.8502601	1	< 0.1%
411.1092605	1	< 0.1%
408.3664533	1	< 0.1%

monthly_active_learning_days
Real number (ℝ)

Distinct	24
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.5454

Minimum	1
Maximum	24
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	7
median	13
Q3	19
95-th percentile	23
Maximum	24
Range	23
Interquartile range (IQR)	12

Descriptive statistics

Standard deviation	6.9322395
Coefficient of variation (CV)	0.55257222
Kurtosis	-1.2140416
Mean	12.5454
Median Absolute Deviation (MAD)	6
Skewness	0.0048195819
Sum	125454
Variance	48.055944
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=24)

Value	Count	Frequency (%)
24	459	4.6%
8	452	4.5%
20	447	4.5%
4	446	4.5%
10	435	4.3%
17	433	4.3%
19	428	4.3%
5	423	4.2%
12	423	4.2%
7	422	4.2%
Other values (14)	5632	56.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	395	4.0%
2	397	4.0%
3	412	4.1%
4	446	4.5%
5	423	4.2%
6	406	4.1%
7	422	4.2%
8	452	4.5%
9	415	4.2%
10	435	4.3%

Value	Count	Frequency (%)
24	459	4.6%
23	396	4.0%
22	405	4.0%
21	416	4.2%
20	447	4.5%
19	428	4.3%
18	401	4.0%
17	433	4.3%
16	389	3.9%
15	420	4.2%

total_completed_courses
Real number (ℝ)

Distinct	27
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	12.2275

Minimum	1
Maximum	27
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	1
5-th percentile	7
Q1	10
median	12
Q3	15
95-th percentile	18
Maximum	27
Range	26
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	3.634125
Coefficient of variation (CV)	0.29720916
Kurtosis	0.052459229
Mean	12.2275
Median Absolute Deviation (MAD)	2
Skewness	0.23450829
Sum	122275
Variance	13.206864
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=27)

Value	Count	Frequency (%)
12	1105	11.1%
11	1064	10.6%
13	1023	10.2%
10	944	9.4%
14	936	9.4%
9	806	8.1%
15	783	7.8%
8	599	6.0%
16	563	5.6%
17	471	4.7%
Other values (17)	1706	17.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
1	1	< 0.1%
2	10	0.1%
3	23	0.2%
4	60	0.6%
5	155	1.6%
6	238	2.4%
7	442	4.4%
8	599	6.0%
9	806	8.1%
10	944	9.4%

Value	Count	Frequency (%)
27	3	< 0.1%
26	5	0.1%
25	7	0.1%
24	12	0.1%
23	27	0.3%
22	30	0.3%
21	62	0.6%
20	115	1.1%
19	190	1.9%
18	326	3.3%

recent_learning_achievement
Real number (ℝ)

UNIQUE

Distinct	10000
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	75.029513

Minimum	35.941755
Maximum	112.64383
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	35.941755
5-th percentile	58.398116
Q1	68.278054
median	75.126061
Q3	81.718976
95-th percentile	91.303072
Maximum	112.64383
Range	76.702073
Interquartile range (IQR)	13.440921

Descriptive statistics

Standard deviation	9.9685287
Coefficient of variation (CV)	0.13286143
Kurtosis	0.010797593
Mean	75.029513
Median Absolute Deviation (MAD)	6.7363223
Skewness	-0.033336809
Sum	750295.13
Variance	99.371564
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68.36045451	1	< 0.1%
70.84653006	1	< 0.1%
67.53440552	1	< 0.1%
62.53942778	1	< 0.1%
52.5271114	1	< 0.1%
82.25935394	1	< 0.1%
81.86058116	1	< 0.1%
65.41001964	1	< 0.1%
82.13299538	1	< 0.1%
71.07851528	1	< 0.1%
Other values (9990)	9990	99.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
35.94175494	1	< 0.1%
36.11556248	1	< 0.1%
36.83097921	1	< 0.1%
41.7529423	1	< 0.1%
42.25486282	1	< 0.1%
42.43085788	1	< 0.1%
42.87024809	1	< 0.1%
42.97021654	1	< 0.1%
43.06818451	1	< 0.1%
43.41086054	1	< 0.1%

Value	Count	Frequency (%)
112.6438275	1	< 0.1%
111.2196475	1	< 0.1%
109.6868515	1	< 0.1%
108.1270993	1	< 0.1%
107.1351532	1	< 0.1%
106.9429266	1	< 0.1%
106.3855119	1	< 0.1%
106.1022296	1	< 0.1%
105.3933076	1	< 0.1%
105.3180014	1	< 0.1%

abandoned_learning_sessions
Real number (ℝ)

ZEROS

Distinct	13
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.0436

Minimum	0
Maximum	12
Zeros	464
Zeros (%)	4.6%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	1
Q1	2
median	3
Q3	4
95-th percentile	6
Maximum	12
Range	12
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.7550519
Coefficient of variation (CV)	0.57663683
Kurtosis	0.3979902
Mean	3.0436
Median Absolute Deviation (MAD)	1
Skewness	0.60186619
Sum	30436
Variance	3.0802071
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=13)

Value	Count	Frequency (%)
2	2226	22.3%
3	2195	21.9%
4	1704	17.0%
1	1485	14.8%
5	1026	10.3%
6	530	5.3%
0	464	4.6%
7	237	2.4%
8	91	0.9%
9	27	0.3%
Other values (3)	15	0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	464	4.6%
1	1485	14.8%
2	2226	22.3%
3	2195	21.9%
4	1704	17.0%
5	1026	10.3%
6	530	5.3%
7	237	2.4%
8	91	0.9%
9	27	0.3%

Value	Count	Frequency (%)
12	2	< 0.1%
11	4	< 0.1%
10	9	0.1%
9	27	0.3%
8	91	0.9%
7	237	2.4%
6	530	5.3%
5	1026	10.3%
4	1704	17.0%
3	2195	21.9%

community_engagement_level
Categorical

Distinct	5
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

5	4564
4	2070
3	1588
2	1219
1	559

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	5
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	4
2nd row	3
3rd row	4
4th row	3
5th row	4

Common Values

Value	Count	Frequency (%)
5	4564	45.6%
4	2070	20.7%
3	1588	15.9%
2	1219	12.2%
1	559	5.6%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5	4564	45.6%
4	2070	20.7%
3	1588	15.9%
2	1219	12.2%
1	559	5.6%

Most occurring characters

Value	Count	Frequency (%)
5	4564	45.6%
4	2070	20.7%
3	1588	15.9%
2	1219	12.2%
1	559	5.6%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
5	4564	45.6%
4	2070	20.7%
3	1588	15.9%
2	1219	12.2%
1	559	5.6%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
5	4564	45.6%
4	2070	20.7%
3	1588	15.9%
2	1219	12.2%
1	559	5.6%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
5	4564	45.6%
4	2070	20.7%
3	1588	15.9%
2	1219	12.2%
1	559	5.6%

preferred_difficulty_level
Categorical

Distinct	3
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Low	4992
Medium	3008
High	2000

Length

Max length	6
Median length	4
Mean length	4.1024
Min length	3

Characters and Unicode

Total characters	41024
Distinct characters	12
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Low
2nd row	Medium
3rd row	Medium
4th row	Low
5th row	Medium

Common Values

Value	Count	Frequency (%)
Low	4992	49.9%
Medium	3008	30.1%
High	2000	20.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
low	4992	49.9%
medium	3008	30.1%
high	2000	20.0%

Most occurring characters

Value	Count	Frequency (%)
i	5008	12.2%
L	4992	12.2%
o	4992	12.2%
w	4992	12.2%
M	3008	7.3%
e	3008	7.3%
d	3008	7.3%
u	3008	7.3%
m	3008	7.3%
H	2000	4.9%
Other values (2)	4000	9.8%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	31024	75.6%
Uppercase Letter	10000	24.4%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	5008	16.1%
o	4992	16.1%
w	4992	16.1%
e	3008	9.7%
d	3008	9.7%
u	3008	9.7%
m	3008	9.7%
g	2000	6.4%
h	2000	6.4%

Uppercase Letter

Value	Count	Frequency (%)
L	4992	49.9%
M	3008	30.1%
H	2000	20.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	41024	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	5008	12.2%
L	4992	12.2%
o	4992	12.2%
w	4992	12.2%
M	3008	7.3%
e	3008	7.3%
d	3008	7.3%
u	3008	7.3%
m	3008	7.3%
H	2000	4.9%
Other values (2)	4000	9.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	41024	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	5008	12.2%
L	4992	12.2%
o	4992	12.2%
w	4992	12.2%
M	3008	7.3%
e	3008	7.3%
d	3008	7.3%
u	3008	7.3%
m	3008	7.3%
H	2000	4.9%
Other values (2)	4000	9.8%

subscription_type
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

Basic	5979
Premium	4021

Length

Max length	7
Median length	5
Mean length	5.8042
Min length	5

Characters and Unicode

Total characters	58042
Distinct characters	10
Distinct categories	2 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	Basic
2nd row	Basic
3rd row	Premium
4th row	Basic
5th row	Basic

Common Values

Value	Count	Frequency (%)
Basic	5979	59.8%
Premium	4021	40.2%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
basic	5979	59.8%
premium	4021	40.2%

Most occurring characters

Value	Count	Frequency (%)
i	10000	17.2%
m	8042	13.9%
B	5979	10.3%
a	5979	10.3%
s	5979	10.3%
c	5979	10.3%
P	4021	6.9%
r	4021	6.9%
e	4021	6.9%
u	4021	6.9%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	48042	82.8%
Uppercase Letter	10000	17.2%

Most frequent character per category

Lowercase Letter

Value	Count	Frequency (%)
i	10000	20.8%
m	8042	16.7%
a	5979	12.4%
s	5979	12.4%
c	5979	12.4%
r	4021	8.4%
e	4021	8.4%
u	4021	8.4%

Uppercase Letter

Value	Count	Frequency (%)
B	5979	59.8%
P	4021	40.2%

Most occurring scripts

Value	Count	Frequency (%)
Latin	58042	100.0%

Most frequent character per script

Latin

Value	Count	Frequency (%)
i	10000	17.2%
m	8042	13.9%
B	5979	10.3%
a	5979	10.3%
s	5979	10.3%
c	5979	10.3%
P	4021	6.9%
r	4021	6.9%
e	4021	6.9%
u	4021	6.9%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	58042	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
i	10000	17.2%
m	8042	13.9%
B	5979	10.3%
a	5979	10.3%
s	5979	10.3%
c	5979	10.3%
P	4021	6.9%
r	4021	6.9%
e	4021	6.9%
u	4021	6.9%

customer_inquiry_history
Real number (ℝ)

ZEROS

Distinct	10
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2.0105

Minimum	0
Maximum	10
Zeros	1376
Zeros (%)	13.8%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	2
Q3	3
95-th percentile	5
Maximum	10
Range	10
Interquartile range (IQR)	2

Descriptive statistics

Standard deviation	1.4209826
Coefficient of variation (CV)	0.70678072
Kurtosis	0.35340642
Mean	2.0105
Median Absolute Deviation (MAD)	1
Skewness	0.66549885
Sum	20105
Variance	2.0191917
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=10)

Value	Count	Frequency (%)
1	2668	26.7%
2	2645	26.5%
3	1851	18.5%
0	1376	13.8%
4	917	9.2%
5	385	3.9%
6	117	1.2%
7	31	0.3%
8	9	0.1%
10	1	< 0.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1376	13.8%
1	2668	26.7%
2	2645	26.5%
3	1851	18.5%
4	917	9.2%
5	385	3.9%
6	117	1.2%
7	31	0.3%
8	9	0.1%
10	1	< 0.1%

Value	Count	Frequency (%)
10	1	< 0.1%
8	9	0.1%
7	31	0.3%
6	117	1.2%
5	385	3.9%
4	917	9.2%
3	1851	18.5%
2	2645	26.5%
1	2668	26.7%
0	1376	13.8%

payment_pattern
Real number (ℝ)

ZEROS

Distinct	8
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	3.5029

Minimum	0
Maximum	7
Zeros	1275
Zeros (%)	12.8%
Negative	0
Negative (%)	0.0%
Memory size	78.3 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	1
median	4
Q3	6
95-th percentile	7
Maximum	7
Range	7
Interquartile range (IQR)	5

Descriptive statistics

Standard deviation	2.3112606
Coefficient of variation (CV)	0.65981348
Kurtosis	-1.2606191
Mean	3.5029
Median Absolute Deviation (MAD)	2
Skewness	-0.0019318938
Sum	35029
Variance	5.3419258
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=8)

Value	Count	Frequency (%)
1	1285	12.8%
7	1284	12.8%
0	1275	12.8%
6	1268	12.7%
5	1238	12.4%
3	1230	12.3%
4	1214	12.1%
2	1206	12.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	1275	12.8%
1	1285	12.8%
2	1206	12.1%
3	1230	12.3%
4	1214	12.1%
5	1238	12.4%
6	1268	12.7%
7	1284	12.8%

Value	Count	Frequency (%)
7	1284	12.8%
6	1268	12.7%
5	1238	12.4%
4	1214	12.1%
3	1230	12.3%
2	1206	12.1%
1	1285	12.8%
0	1275	12.8%

target
Categorical

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	78.3 KiB

1	6199
0	3801

Length

Max length	1
Median length	1
Mean length	1
Min length	1

Characters and Unicode

Total characters	10000
Distinct characters	2
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	0
2nd row	1
3rd row	1
4th row	1
5th row	1

Common Values

Value	Count	Frequency (%)
1	6199	62.0%
0	3801	38.0%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
1	6199	62.0%
0	3801	38.0%

Most occurring characters

Value	Count	Frequency (%)
1	6199	62.0%
0	3801	38.0%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	10000	100.0%

Most frequent character per category

Decimal Number

Value	Count	Frequency (%)
1	6199	62.0%
0	3801	38.0%

Most occurring scripts

Value	Count	Frequency (%)
Common	10000	100.0%

Most frequent character per script

Common

Value	Count	Frequency (%)
1	6199	62.0%
0	3801	38.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	10000	100.0%

Most frequent character per block

ASCII

Value	Count	Frequency (%)
1	6199	62.0%
0	3801	38.0%

Count
Matrix

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

First rows
Last rows

	user_id	subscription_duration	recent_login_time	average_login_time	average_time_per_learning_session	monthly_active_learning_days	total_completed_courses	recent_learning_achievement	abandoned_learning_sessions	community_engagement_level	preferred_difficulty_level	subscription_type	customer_inquiry_history	payment_pattern	target
0	b919c29d	13	14	14.946163	8.427187	18	16	68.360455	3	4	Low	Basic	4	5	0
1	a0a60abb	16	18	18.453224	72.646087	16	13	97.567322	2	3	Medium	Basic	1	6	1
2	b9f171ae	22	1	16.195228	21.774492	13	14	94.358763	3	4	Medium	Premium	0	7	1
3	5dc0ba8b	1	19	17.628656	42.659066	19	18	70.153228	0	3	Low	Basic	1	0	1
4	65c83654	4	5	21.390656	30.744287	19	10	81.917908	2	4	Medium	Basic	3	0	1
5	b7586b82	4	4	17.274007	34.034189	21	8	74.371028	2	4	High	Basic	5	7	0
6	682ca511	8	23	10.629897	116.455949	12	10	58.708390	0	2	Low	Basic	0	6	1
7	8c948022	10	20	14.751713	67.821393	10	16	88.567777	3	5	Low	Premium	1	1	1
8	9e6713d2	20	4	12.624582	37.384210	8	8	63.624395	4	4	High	Basic	0	0	1
9	0eac44aa	22	8	10.545536	18.696273	5	10	57.646992	5	4	Medium	Basic	4	7	1

	user_id	subscription_duration	recent_login_time	average_login_time	average_time_per_learning_session	monthly_active_learning_days	total_completed_courses	recent_learning_achievement	abandoned_learning_sessions	community_engagement_level	preferred_difficulty_level	subscription_type	customer_inquiry_history	payment_pattern	target
9990	365dc677	22	20	16.104762	33.315978	11	17	55.935378	2	5	Low	Premium	2	5	1
9991	6ab018ed	12	25	12.730692	58.407028	2	8	64.614196	1	3	High	Basic	3	6	1
9992	5bb80449	19	4	13.105111	100.630340	1	12	82.762566	5	5	Low	Premium	1	7	1
9993	1d959e91	7	29	16.165190	84.130016	14	14	78.348380	4	5	Low	Premium	1	6	1
9994	9ee4e40c	11	6	11.187836	88.757610	6	9	77.335911	5	4	High	Basic	1	4	1
9995	ae6b76bc	22	29	14.727623	84.053558	18	16	64.966803	2	5	Low	Premium	1	1	1
9996	24588752	10	11	19.374054	45.464833	9	8	82.750244	3	3	Medium	Basic	2	7	1
9997	e4622a54	7	27	18.240978	127.302411	24	14	81.567839	3	5	High	Basic	1	6	1
9998	e07fbad9	11	7	18.783800	5.297234	10	10	89.885656	4	5	Low	Basic	2	0	1
9999	e12dcb55	10	5	13.073230	28.120031	3	13	64.811297	4	5	Low	Premium	0	3	0

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Lowercase Letter

Most occurring scripts

Most frequent character per script

Common

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Lowercase Letter

Uppercase Letter

Most occurring scripts

Most frequent character per script

Latin

Most occurring blocks

Most frequent character per block

ASCII

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

Decimal Number

Most occurring scripts

Most frequent character per script

Common

Most occurring blocks

Most frequent character per block

ASCII

Interactions

Missing values

Sample